Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	4056
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	728.9 KiB
Average record size in memory	184.0 B

Variable types

Numeric	23

Alerts

`Work` is highly overall correlated with `Age`	High correlation
`DM` is highly overall correlated with `DM_Type` and 2 other fields	High correlation
`DM_Type` is highly overall correlated with `DM` and 2 other fields	High correlation
`Age` is highly overall correlated with `Work` and 1 other fields	High correlation
`Year_DM_Diagnosed` is highly overall correlated with `DM_Duration`	High correlation
`DM_Duration` is highly overall correlated with `Year_DM_Diagnosed`	High correlation
`Waist` is highly overall correlated with `BMI`	High correlation
`Fasting_Blood_Glucose_Value_SI_Units` is highly overall correlated with `DM` and 2 other fields	High correlation
`HbA1C_Admission_Value` is highly overall correlated with `DM` and 2 other fields	High correlation
`BMI` is highly overall correlated with `Waist`	High correlation
`Creatinine_Clearance` is highly overall correlated with `Age`	High correlation
`Gender` has 1362 (33.6%) zeros	Zeros
`Education` has 969 (23.9%) zeros	Zeros
`Work` has 2923 (72.1%) zeros	Zeros
`Cardiac_Arrest_Admission` has 3973 (98.0%) zeros	Zeros
`Non_Cardiac_Condition` has 3942 (97.2%) zeros	Zeros
`Hypertension` has 1432 (35.3%) zeros	Zeros
`Dyslipidemia` has 1766 (43.5%) zeros	Zeros
`DM` has 1883 (46.4%) zeros	Zeros
`DM_Type` has 1867 (46.0%) zeros	Zeros
`DM_Treatment` has 103 (2.5%) zeros	Zeros
`Smoking_History` has 982 (24.2%) zeros	Zeros
`Lipid_24_Collected` has 599 (14.8%) zeros	Zeros

Reproduction

Analysis started	2023-03-31 14:31:20.394076
Analysis finished	2023-03-31 14:33:44.639682
Duration	2 minutes and 24.25 seconds
Software version	ydata-profiling vv4.0.0
Download configuration	config.json

Gender
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66420118

Minimum	0
Maximum	1
Zeros	1362
Zeros (%)	33.6%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.47232719
Coefficient of variation (CV)	0.71112067
Kurtosis	-1.5168488
Mean	0.66420118
Median Absolute Deviation (MAD)	0
Skewness	-0.69562877
Sum	2694
Variance	0.22309297
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2694	66.4%
0	1362	33.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1362	33.6%
1	2694	66.4%

Value	Count	Frequency (%)
1	2694	66.4%
0	1362	33.6%

Education
Real number (ℝ)

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9164201

Minimum	0
Maximum	5
Zeros	969
Zeros (%)	23.9%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	2
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.4234834
Coefficient of variation (CV)	0.74278252
Kurtosis	-0.57701972
Mean	1.9164201
Median Absolute Deviation (MAD)	1
Skewness	0.31783119
Sum	7773
Variance	2.0263049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	1965	48.4%
0	969	23.9%
4	645	15.9%
1	248	6.1%
5	164	4.0%
3	65	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	969	23.9%
1	248	6.1%
2	1965	48.4%
3	65	1.6%
4	645	15.9%
5	164	4.0%

Value	Count	Frequency (%)
5	164	4.0%
4	645	15.9%
3	65	1.6%
2	1965	48.4%
1	248	6.1%
0	969	23.9%

Work
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31385602

Minimum	0
Maximum	2
Zeros	2923
Zeros (%)	72.1%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	2
Range	2
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.53334237
Coefficient of variation (CV)	1.6993218
Kurtosis	1.2102412
Mean	0.31385602
Median Absolute Deviation (MAD)	0
Skewness	1.4661896
Sum	1273
Variance	0.28445408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	2923	72.1%
1	993	24.5%
2	140	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2923	72.1%
1	993	24.5%
2	140	3.5%

Value	Count	Frequency (%)
2	140	3.5%
1	993	24.5%
0	2923	72.1%

Cardiac_Arrest_Admission
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.022928994

Minimum	0
Maximum	2
Zeros	3973
Zeros (%)	98.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.16535103
Coefficient of variation (CV)	7.2114384
Kurtosis	69.458635
Mean	0.022928994
Median Absolute Deviation (MAD)	0
Skewness	7.9312666
Sum	93
Variance	0.027340963
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	3973	98.0%
1	73	1.8%
2	10	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3973	98.0%
1	73	1.8%
2	10	0.2%

Value	Count	Frequency (%)
2	10	0.2%
1	73	1.8%
0	3973	98.0%

Non_Cardiac_Condition
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.028106509

Minimum	0
Maximum	1
Zeros	3942
Zeros (%)	97.2%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.16529752
Coefficient of variation (CV)	5.8811117
Kurtosis	30.647113
Mean	0.028106509
Median Absolute Deviation (MAD)	0
Skewness	5.7124426
Sum	114
Variance	0.02732327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	3942	97.2%
1	114	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3942	97.2%
1	114	2.8%

Value	Count	Frequency (%)
1	114	2.8%
0	3942	97.2%

Hypertension
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6469428

Minimum	0
Maximum	1
Zeros	1432
Zeros (%)	35.3%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.47797923
Coefficient of variation (CV)	0.73882765
Kurtosis	-1.6223864
Mean	0.6469428
Median Absolute Deviation (MAD)	0
Skewness	-0.61515349
Sum	2624
Variance	0.22846414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2624	64.7%
0	1432	35.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1432	35.3%
1	2624	64.7%

Value	Count	Frequency (%)
1	2624	64.7%
0	1432	35.3%

Dyslipidemia
Real number (ℝ)

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56459566

Minimum	0
Maximum	1
Zeros	1766
Zeros (%)	43.5%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.49587098
Coefficient of variation (CV)	0.87827628
Kurtosis	-1.9330084
Mean	0.56459566
Median Absolute Deviation (MAD)	0
Skewness	-0.26066268
Sum	2290
Variance	0.24588802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
1	2290	56.5%
0	1766	43.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1766	43.5%
1	2290	56.5%

Value	Count	Frequency (%)
1	2290	56.5%
0	1766	43.5%

DM
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.071499

Minimum	0
Maximum	2
Zeros	1883
Zeros (%)	46.4%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	2
95-th percentile	2
Maximum	2
Range	2
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.99756365
Coefficient of variation (CV)	0.9309982
Kurtosis	-1.9804081
Mean	1.071499
Median Absolute Deviation (MAD)	0
Skewness	-0.14341799
Sum	4346
Variance	0.99513324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
2	2173	53.6%
0	1883	46.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1883	46.4%
2	2173	53.6%

Value	Count	Frequency (%)
2	2173	53.6%
0	1883	46.4%

DM_Type
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0729783

Minimum	0
Maximum	2
Zeros	1867
Zeros (%)	46.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	2
95-th percentile	2
Maximum	2
Range	2
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.99423721
Coefficient of variation (CV)	0.92661446
Kurtosis	-1.9730146
Mean	1.0729783
Median Absolute Deviation (MAD)	0
Skewness	-0.14639868
Sum	4352
Variance	0.98850763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
2	2163	53.3%
0	1867	46.0%
1	26	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1867	46.0%
1	26	0.6%
2	2163	53.3%

Value	Count	Frequency (%)
2	2163	53.3%
1	26	0.6%
0	1867	46.0%

DM_Treatment
Real number (ℝ)

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3454142

Minimum	0
Maximum	9
Zeros	103
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1.75
Q1	5
median	7
Q3	8
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.0141959
Coefficient of variation (CV)	0.31742544
Kurtosis	1.6499285
Mean	6.3454142
Median Absolute Deviation (MAD)	1
Skewness	-1.4698797
Sum	25737
Variance	4.0569851
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	1868	46.1%
8	896	22.1%
5	489	12.1%
3	338	8.3%
9	164	4.0%
0	103	2.5%
1	100	2.5%
4	63	1.6%
6	34	0.8%
2	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	103	2.5%
1	100	2.5%
2	1	< 0.1%
3	338	8.3%
4	63	1.6%
5	489	12.1%
6	34	0.8%
7	1868	46.1%
8	896	22.1%
9	164	4.0%

Value	Count	Frequency (%)
9	164	4.0%
8	896	22.1%
7	1868	46.1%
6	34	0.8%
5	489	12.1%
4	63	1.6%
3	338	8.3%
2	1	< 0.1%
1	100	2.5%
0	103	2.5%

Smoking_History
Real number (ℝ)

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.92973373

Minimum	0
Maximum	4
Zeros	982
Zeros (%)	24.2%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.67269708
Coefficient of variation (CV)	0.72353735
Kurtosis	0.70240273
Mean	0.92973373
Median Absolute Deviation (MAD)	0
Skewness	0.51647871
Sum	3771
Variance	0.45252136
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
1	2464	60.7%
0	982	24.2%
2	524	12.9%
3	85	2.1%
4	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	982	24.2%
1	2464	60.7%
2	524	12.9%
3	85	2.1%
4	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
3	85	2.1%
2	524	12.9%
1	2464	60.7%
0	982	24.2%

Lipid_24_Collected
Real number (ℝ)

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.85281065

Minimum	0
Maximum	2
Zeros	599
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	2
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.35572748
Coefficient of variation (CV)	0.41712363
Kurtosis	1.9629583
Mean	0.85281065
Median Absolute Deviation (MAD)	0
Skewness	-1.9594277
Sum	3459
Variance	0.12654204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
1	3455	85.2%
0	599	14.8%
2	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	599	14.8%
1	3455	85.2%
2	2	< 0.1%

Value	Count	Frequency (%)
2	2	< 0.1%
1	3455	85.2%
0	599	14.8%

Age
Real number (ℝ)

Distinct	79
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.358974

Minimum	18
Maximum	112
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	18
5-th percentile	40
Q1	52
median	60
Q3	69
95-th percentile	81
Maximum	112
Range	94
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	12.726133
Coefficient of variation (CV)	0.21084078
Kurtosis	-0.11991294
Mean	60.358974
Median Absolute Deviation (MAD)	9
Skewness	0.0030300895
Sum	244816
Variance	161.95446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	148	3.6%
72	138	3.4%
57	132	3.3%
60	132	3.3%
67	121	3.0%
59	119	2.9%
52	117	2.9%
56	114	2.8%
64	112	2.8%
70	111	2.7%
Other values (69)	2812	69.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	1	< 0.1%
23	1	< 0.1%
24	3	0.1%
25	6	0.1%
26	5	0.1%
27	4	0.1%
28	5	0.1%
29	5	0.1%
30	5	0.1%
31	7	0.2%

Value	Count	Frequency (%)
112	1	< 0.1%
102	1	< 0.1%
99	5	0.1%
97	2	< 0.1%
96	1	< 0.1%
95	3	0.1%
94	6	0.1%
93	6	0.1%
92	6	0.1%
91	3	0.1%

Year_DM_Diagnosed
Real number (ℝ)

Distinct	233
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2000.1757

Minimum	1967
Maximum	2013
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	1967
5-th percentile	1988
Q1	1999.8375
median	2000.11
Q3	2002
95-th percentile	2010
Maximum	2013
Range	46
Interquartile range (IQR)	2.1625

Descriptive statistics

Standard deviation	5.8555758
Coefficient of variation (CV)	0.0029275308
Kurtosis	3.0160561
Mean	2000.1757
Median Absolute Deviation (MAD)	1.89
Skewness	-1.0222615
Sum	8112712.5
Variance	34.287768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2002	285	7.0%
2007	169	4.2%
2000	156	3.8%
1992	152	3.7%
1997	150	3.7%
2008	112	2.8%
2006	101	2.5%
2003	100	2.5%
2000.07	89	2.2%
2010	87	2.1%
Other values (223)	2655	65.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1967	1	< 0.1%
1970	1	< 0.1%
1972	2	< 0.1%
1973	3	0.1%
1974	1	< 0.1%
1975	1	< 0.1%
1976	1	< 0.1%
1977	8	0.2%
1978	1	< 0.1%
1979	3	0.1%

Value	Count	Frequency (%)
2013	1	< 0.1%
2012	60	1.5%
2011	81	2.0%
2010	87	2.1%
2009	76	1.9%
2008	112	2.8%
2007	169	4.2%
2006	101	2.5%
2005	70	1.7%
2004	67	1.7%

DM_Duration
Real number (ℝ)

Distinct	203
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.125794

Minimum	0
Maximum	45
Zeros	30
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	10
median	12.12
Q3	12.6025
95-th percentile	24
Maximum	45
Range	45
Interquartile range (IQR)	2.6025

Descriptive statistics

Standard deviation	5.8149977
Coefficient of variation (CV)	0.47955604
Kurtosis	3.0383223
Mean	12.125794
Median Absolute Deviation (MAD)	2.12
Skewness	1.0159291
Sum	49182.22
Variance	33.814198
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	342	8.4%
20	200	4.9%
15	174	4.3%
5	172	4.2%
12	152	3.7%
6	103	2.5%
7	91	2.2%
2	88	2.2%
4	88	2.2%
1	83	2.0%
Other values (193)	2563	63.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	0.7%
1	83	2.0%
2	88	2.2%
3	78	1.9%
4	88	2.2%
5	172	4.2%
6	103	2.5%
7	91	2.2%
8	82	2.0%
9	40	1.0%

Value	Count	Frequency (%)
45	1	< 0.1%
42	1	< 0.1%
40	5	0.1%
38	1	< 0.1%
37	2	< 0.1%
36	1	< 0.1%
35	7	0.2%
34	1	< 0.1%
33	9	0.2%
32	16	0.4%

Heart_Rate
Real number (ℝ)

Distinct	140
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	85.194968

Minimum	0
Maximum	222
Zeros	5
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0
5-th percentile	57
Q1	71
median	82
Q3	96
95-th percentile	120
Maximum	222
Range	222
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	21.050795
Coefficient of variation (CV)	0.24708965
Kurtosis	3.2581605
Mean	85.194968
Median Absolute Deviation (MAD)	12
Skewness	1.02864
Sum	345550.79
Variance	443.13597
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	299	7.4%
90	203	5.0%
70	202	5.0%
100	151	3.7%
78	136	3.4%
88	126	3.1%
75	118	2.9%
72	105	2.6%
85	101	2.5%
76	88	2.2%
Other values (130)	2527	62.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
25	2	< 0.1%
27	1	< 0.1%
30	3	0.1%
34	2	< 0.1%
35	3	0.1%
36	2	< 0.1%
38	5	0.1%
40	11	0.3%
42	4	0.1%

Value	Count	Frequency (%)
222	1	< 0.1%
220	1	< 0.1%
200	2	< 0.1%
187	1	< 0.1%
180	4	0.1%
175	1	< 0.1%
174	1	< 0.1%
172	2	< 0.1%
170	3	0.1%
168	3	0.1%

Waist
Real number (ℝ)

Distinct	205
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	97.569287

Minimum	25
Maximum	194
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	25
5-th percentile	72
Q1	88
median	98
Q3	109
95-th percentile	124.25
Maximum	194
Range	169
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	17.315414
Coefficient of variation (CV)	0.17746788
Kurtosis	2.3706298
Mean	97.569287
Median Absolute Deviation (MAD)	10
Skewness	-0.34779518
Sum	395741.03
Variance	299.82358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90	225	5.5%
100	171	4.2%
85	158	3.9%
110	151	3.7%
98	145	3.6%
105	132	3.3%
80	127	3.1%
95	123	3.0%
88	123	3.0%
102	111	2.7%
Other values (195)	2590	63.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	1	< 0.1%
27	1	< 0.1%
28	1	< 0.1%
30	2	< 0.1%
32	9	0.2%
33	4	0.1%
34	5	0.1%
35	1	< 0.1%
36	8	0.2%
37	1	< 0.1%

Value	Count	Frequency (%)
194	1	< 0.1%
191	2	< 0.1%
165	1	< 0.1%
160	1	< 0.1%
155	1	< 0.1%
152	1	< 0.1%
150	4	0.1%
148	5	0.1%
147	1	< 0.1%
146	1	< 0.1%

Fasting_Blood_Glucose_Value_SI_Units
Real number (ℝ)

Distinct	1714
Distinct (%)	42.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4088773

Minimum	0.33
Maximum	17.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0.33
5-th percentile	4.3
Q1	5.5
median	6.8
Q3	8.890325
95-th percentile	12.8
Maximum	17.8
Range	17.47
Interquartile range (IQR)	3.390325

Descriptive statistics

Standard deviation	2.7454059
Coefficient of variation (CV)	0.37055626
Kurtosis	1.4038414
Mean	7.4088773
Median Absolute Deviation (MAD)	1.5
Skewness	0.92085162
Sum	30050.406
Variance	7.5372534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	79	1.9%
5.2	76	1.9%
5.6	69	1.7%
5	68	1.7%
4.8	55	1.4%
5.8	53	1.3%
6.2	53	1.3%
5.4	53	1.3%
5.5	52	1.3%
5.7	49	1.2%
Other values (1704)	3449	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.33	1	< 0.1%
0.38	1	< 0.1%
0.46	1	< 0.1%
0.47	1	< 0.1%
0.58	1	< 0.1%
0.61	1	< 0.1%
0.71	1	< 0.1%
0.81	1	< 0.1%
0.98	1	< 0.1%
1	1	< 0.1%

Value	Count	Frequency (%)
17.8	1	< 0.1%
17.7	2	< 0.1%
17.62	1	< 0.1%
17.6	1	< 0.1%
17.4	2	< 0.1%
17.3	3	0.1%
17.2	3	0.1%
17.17	1	< 0.1%
17.07	1	< 0.1%
17	8	0.2%

HbA1C_Admission_Value
Real number (ℝ)

Distinct	1872
Distinct (%)	46.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4707869

Minimum	3.2
Maximum	88.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	3.2
5-th percentile	5.1
Q1	5.7867
median	6.99305
Q3	8.8
95-th percentile	11.3
Maximum	88.4
Range	85.2
Interquartile range (IQR)	3.0133

Descriptive statistics

Standard deviation	2.4433074
Coefficient of variation (CV)	0.3270482
Kurtosis	296.52758
Mean	7.4707869
Median Absolute Deviation (MAD)	1.37465
Skewness	9.5854388
Sum	30301.512
Variance	5.9697509
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	144	3.6%
5.9	71	1.8%
5.7	69	1.7%
5.8	65	1.6%
5.3	53	1.3%
5.6	52	1.3%
5.5	52	1.3%
7	49	1.2%
5	48	1.2%
8	48	1.2%
Other values (1862)	3405	83.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.2	1	< 0.1%
3.3	1	< 0.1%
3.5	1	< 0.1%
3.6	1	< 0.1%
3.75	1	< 0.1%
3.9	12	0.3%
4	23	0.6%
4.01	1	< 0.1%
4.1	4	0.1%
4.16	2	< 0.1%

Value	Count	Frequency (%)
88.4	1	< 0.1%
20	1	< 0.1%
19.9974	1	< 0.1%
17.5	1	< 0.1%
16.6	1	< 0.1%
16	2	< 0.1%
15.8	1	< 0.1%
15.7	2	< 0.1%
15.4	1	< 0.1%
15.3	1	< 0.1%

Cholesterol_Value_SI_Units
Real number (ℝ)

Distinct	881
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.7376785

Minimum	0.07
Maximum	15.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0.07
5-th percentile	2.9
Q1	3.892625
median	4.6399
Q3	5.5
95-th percentile	6.9
Maximum	15.7
Range	15.63
Interquartile range (IQR)	1.607375

Descriptive statistics

Standard deviation	1.3060538
Coefficient of variation (CV)	0.27567379
Kurtosis	3.4341376
Mean	4.7376785
Median Absolute Deviation (MAD)	0.8091
Skewness	0.80431847
Sum	19216.024
Variance	1.7057766
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.3	82	2.0%
4.5	80	2.0%
5.2	74	1.8%
4.2	73	1.8%
4.6	73	1.8%
5.6	70	1.7%
4.9	67	1.7%
4.1	67	1.7%
4	66	1.6%
4.8	65	1.6%
Other values (871)	3339	82.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07	1	< 0.1%
0.08	3	0.1%
0.1	2	< 0.1%
0.13	1	< 0.1%
0.16	1	< 0.1%
0.17	2	< 0.1%
0.18	1	< 0.1%
0.7	1	< 0.1%
1	1	< 0.1%
1.2	1	< 0.1%

Value	Count	Frequency (%)
15.7	1	< 0.1%
13.74	1	< 0.1%
12.65	1	< 0.1%
11.8	2	< 0.1%
11.36	1	< 0.1%
11.29	1	< 0.1%
10.97	1	< 0.1%
10.12	1	< 0.1%
10	1	< 0.1%
9.91	1	< 0.1%

Triglycerides_Value_SI_Units
Real number (ℝ)

Distinct	799
Distinct (%)	19.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6591525

Minimum	0.01
Maximum	17.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.6
Q1	1
median	1.42
Q3	2
95-th percentile	3.5
Maximum	17.6
Range	17.59
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.112972
Coefficient of variation (CV)	0.67080754
Kurtosis	34.14111
Mean	1.6591525
Median Absolute Deviation (MAD)	0.48
Skewness	4.0069461
Sum	6729.5227
Variance	1.2387067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	108	2.7%
1.2	107	2.6%
1.1	107	2.6%
1.3	102	2.5%
0.8	100	2.5%
0.9	98	2.4%
1.5	97	2.4%
1.6	91	2.2%
1.4	91	2.2%
1.8	80	2.0%
Other values (789)	3075	75.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	6	0.1%
0.02	3	0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.1	1	< 0.1%
0.13	1	< 0.1%
0.14	1	< 0.1%
0.18	1	< 0.1%
0.2	1	< 0.1%
0.25	1	< 0.1%

Value	Count	Frequency (%)
17.6	1	< 0.1%
17.4	1	< 0.1%
14.55	1	< 0.1%
11.56	1	< 0.1%
11.01	1	< 0.1%
10.59	1	< 0.1%
9.72	1	< 0.1%
9.14	1	< 0.1%
9	1	< 0.1%
8.88	1	< 0.1%

BMI
Real number (ℝ)

Distinct	1241
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.824292

Minimum	13.34
Maximum	96.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	13.34
5-th percentile	21.5
Q1	24.93
median	27.76
Q3	31.55
95-th percentile	39.4425
Maximum	96.88
Range	83.54
Interquartile range (IQR)	6.62

Descriptive statistics

Standard deviation	5.8882509
Coefficient of variation (CV)	0.20428085
Kurtosis	7.9142944
Mean	28.824292
Median Absolute Deviation (MAD)	3.245
Skewness	1.678747
Sum	116911.33
Variance	34.671499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.71	40	1.0%
27.68	38	0.9%
24.22	36	0.9%
29.41	30	0.7%
29.76	28	0.7%
27.34	27	0.7%
31.25	27	0.7%
25.95	26	0.6%
31.22	25	0.6%
28.73	23	0.6%
Other values (1231)	3756	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13.34	1	< 0.1%
14.84	1	< 0.1%
15.78	1	< 0.1%
16.42	2	< 0.1%
16.44	1	< 0.1%
16.77	1	< 0.1%
16.82	2	< 0.1%
16.9	1	< 0.1%
17.04	1	< 0.1%
17.07	1	< 0.1%

Value	Count	Frequency (%)
96.88	1	< 0.1%
69.25	1	< 0.1%
66.33	1	< 0.1%
65.38	1	< 0.1%
65.02	1	< 0.1%
63.57	1	< 0.1%
61.33	1	< 0.1%
57.78	1	< 0.1%
57.19	1	< 0.1%
57.16	1	< 0.1%

Creatinine_Clearance
Real number (ℝ)

Distinct	3493
Distinct (%)	86.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.345412

Minimum	5.21
Maximum	1164.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	31.8 KiB

Quantile statistics

Minimum	5.21
5-th percentile	25.7575
Q1	57.14
median	82.66
Q3	110.91
95-th percentile	167.3125
Maximum	1164.7
Range	1159.49
Interquartile range (IQR)	53.77

Descriptive statistics

Standard deviation	52.963914
Coefficient of variation (CV)	0.59950951
Kurtosis	101.71163
Mean	88.345412
Median Absolute Deviation (MAD)	26.81
Skewness	6.1336378
Sum	358328.99
Variance	2805.1762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.2	6	0.1%
86.1	6	0.1%
110.7	4	0.1%
97.17	4	0.1%
76.16	4	0.1%
76.26	4	0.1%
79.9	4	0.1%
67.65	4	0.1%
66.05	3	0.1%
88.56	3	0.1%
Other values (3483)	4014	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.21	1	< 0.1%
5.24	1	< 0.1%
5.57	1	< 0.1%
5.7	1	< 0.1%
5.98	1	< 0.1%
6.18	1	< 0.1%
6.23	1	< 0.1%
6.29	1	< 0.1%
6.33	1	< 0.1%
6.39	1	< 0.1%

Value	Count	Frequency (%)
1164.7	1	< 0.1%
1153.62	1	< 0.1%
875.43	1	< 0.1%
684.96	1	< 0.1%
626.18	1	< 0.1%
500.2	1	< 0.1%
460.63	1	< 0.1%
363.73	1	< 0.1%
321.8	1	< 0.1%
298.68	1	< 0.1%

Auto

Heatmap
Table

	Gender	Education	Work	Cardiac_Arrest_Admission	Non_Cardiac_Condition	Hypertension	Dyslipidemia	DM	DM_Type	DM_Treatment	Smoking_History	Lipid_24_Collected	Age	Year_DM_Diagnosed	DM_Duration	Heart_Rate	Waist	Fasting_Blood_Glucose_Value_SI_Units	HbA1C_Admission_Value	Cholesterol_Value_SI_Units	Triglycerides_Value_SI_Units	BMI	Creatinine_Clearance
Gender	1.000	-0.007	0.379	0.014	-0.009	-0.208	-0.122	-0.164	-0.161	0.047	-0.146	0.067	-0.158	0.029	-0.029	-0.130	-0.037	-0.107	-0.132	0.003	-0.003	-0.175	0.109
Education	-0.007	1.000	0.050	-0.019	0.007	-0.009	-0.039	-0.005	-0.004	-0.027	-0.022	0.004	-0.033	-0.007	0.012	0.007	0.005	-0.025	-0.006	0.019	-0.019	0.031	0.033
Work	0.379	0.050	1.000	-0.005	-0.069	-0.242	-0.120	-0.167	-0.172	0.026	-0.184	0.056	-0.541	0.043	-0.030	-0.062	0.021	-0.099	-0.102	0.126	0.138	0.052	0.408
Cardiac_Arrest_Admission	0.014	-0.019	-0.005	1.000	0.081	-0.006	-0.031	-0.002	-0.004	0.025	-0.034	-0.038	-0.002	-0.008	0.008	0.054	-0.024	0.004	0.006	0.010	0.006	-0.012	-0.039
Non_Cardiac_Condition	-0.009	0.007	-0.069	0.081	1.000	0.057	0.014	0.042	0.042	-0.003	0.029	-0.034	0.095	-0.026	0.025	0.114	-0.020	0.011	0.017	-0.054	-0.022	-0.022	-0.171
Hypertension	-0.208	-0.009	-0.242	-0.006	0.057	1.000	0.395	0.334	0.329	-0.038	0.145	-0.008	0.258	0.017	-0.045	0.099	0.088	0.180	0.222	-0.134	0.011	0.109	-0.229
Dyslipidemia	-0.122	-0.039	-0.120	-0.031	0.014	0.395	1.000	0.327	0.323	-0.067	0.110	0.015	0.118	0.027	-0.038	0.022	0.084	0.172	0.236	-0.078	0.082	0.098	-0.099
DM	-0.164	-0.005	-0.167	-0.002	0.042	0.334	0.327	1.000	0.988	-0.026	0.102	-0.023	0.123	0.141	-0.203	0.115	0.113	0.549	0.714	-0.128	0.113	0.139	-0.103
DM_Type	-0.161	-0.004	-0.172	-0.004	0.042	0.329	0.323	0.988	1.000	-0.022	0.103	-0.021	0.133	0.149	-0.213	0.109	0.111	0.548	0.712	-0.130	0.109	0.137	-0.110
DM_Treatment	0.047	-0.027	0.026	0.025	-0.003	-0.038	-0.067	-0.026	-0.022	1.000	-0.025	-0.013	0.001	0.031	-0.043	-0.003	-0.106	-0.029	-0.041	-0.011	-0.003	-0.028	0.005
Smoking_History	-0.146	-0.022	-0.184	-0.034	0.029	0.145	0.110	0.102	0.103	-0.025	1.000	-0.005	0.260	-0.002	-0.003	0.022	-0.030	0.045	0.063	-0.084	-0.086	0.000	-0.199
Lipid_24_Collected	0.067	0.004	0.056	-0.038	-0.034	-0.008	0.015	-0.023	-0.021	-0.013	-0.005	1.000	-0.079	0.058	-0.059	-0.042	0.036	-0.008	-0.006	0.016	-0.056	-0.021	0.059
Age	-0.158	-0.033	-0.541	-0.002	0.095	0.258	0.118	0.123	0.133	0.001	0.260	-0.079	1.000	-0.057	0.062	0.041	-0.099	0.049	0.027	-0.181	-0.230	-0.151	-0.644
Year_DM_Diagnosed	0.029	-0.007	0.043	-0.008	-0.026	0.017	0.027	0.141	0.149	0.031	-0.002	0.058	-0.057	1.000	-0.897	-0.015	-0.034	0.115	0.074	0.107	0.135	-0.083	0.037
DM_Duration	-0.029	0.012	-0.030	0.008	0.025	-0.045	-0.038	-0.203	-0.213	-0.043	-0.003	-0.059	0.062	-0.897	1.000	0.021	0.039	-0.125	-0.092	-0.008	-0.029	0.061	-0.049
Heart_Rate	-0.130	0.007	-0.062	0.054	0.114	0.099	0.022	0.115	0.109	-0.003	0.022	-0.042	0.041	-0.015	0.021	1.000	-0.009	0.103	0.130	0.017	-0.001	0.048	-0.064
Waist	-0.037	0.005	0.021	-0.024	-0.020	0.088	0.084	0.113	0.111	-0.106	-0.030	0.036	-0.099	-0.034	0.039	-0.009	1.000	0.128	0.126	-0.018	0.124	0.515	0.259
Fasting_Blood_Glucose_Value_SI_Units	-0.107	-0.025	-0.099	0.004	0.011	0.180	0.172	0.549	0.548	-0.029	0.045	-0.008	0.049	0.115	-0.125	0.103	0.128	1.000	0.654	0.007	0.157	0.136	0.011
HbA1C_Admission_Value	-0.132	-0.006	-0.102	0.006	0.017	0.222	0.236	0.714	0.712	-0.041	0.063	-0.006	0.027	0.074	-0.092	0.130	0.126	0.654	1.000	0.007	0.212	0.163	0.001
Cholesterol_Value_SI_Units	0.003	0.019	0.126	0.010	-0.054	-0.134	-0.078	-0.128	-0.130	-0.011	-0.084	0.016	-0.181	0.107	-0.008	0.017	-0.018	0.007	0.007	1.000	0.392	0.028	0.143
Triglycerides_Value_SI_Units	-0.003	-0.019	0.138	0.006	-0.022	0.011	0.082	0.113	0.109	-0.003	-0.086	-0.056	-0.230	0.135	-0.029	-0.001	0.124	0.157	0.212	0.392	1.000	0.159	0.159
BMI	-0.175	0.031	0.052	-0.012	-0.022	0.109	0.098	0.139	0.137	-0.028	0.000	-0.021	-0.151	-0.083	0.061	0.048	0.515	0.136	0.163	0.028	0.159	1.000	0.378
Creatinine_Clearance	0.109	0.033	0.408	-0.039	-0.171	-0.229	-0.099	-0.103	-0.110	0.005	-0.199	0.059	-0.644	0.037	-0.049	-0.064	0.259	0.011	0.001	0.143	0.159	0.378	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Gender	Education	Work	Hypertension	Dyslipidemia	DM	DM_Type	DM_Treatment	Smoking_History	Lipid_24_Collected	Age	Year_DM_Diagnosed	DM_Duration	Heart_Rate	Waist	Fasting_Blood_Glucose_Value_SI_Units	HbA1C_Admission_Value	Cholesterol_Value_SI_Units	Triglycerides_Value_SI_Units	BMI	Creatinine_Clearance
0	1	1	1	1	1	2	2	3	4	2	52.0	2003.00	10.00	90.79	94.3	8.7315	8.6881	5.1269	2.0393	27.0561	108.1492
1	0	0	0	1	1	0	0	7	0	1	73.0	2000.16	12.21	75.00	60.0	7.0000	5.8423	5.3800	1.8500	20.0000	24.1200
2	0	4	0	1	1	2	2	5	1	1	64.0	2002.00	10.00	117.00	85.0	11.9300	9.2566	5.4000	2.2400	33.2900	63.6000
3	0	0	0	0	1	2	2	9	1	0	56.0	1988.00	24.00	82.00	85.0	4.4000	7.1000	4.7000	1.3000	31.2200	114.2400
4	0	0	0	1	0	0	0	7	1	0	78.0	2000.10	12.12	90.00	90.0	6.2000	5.6000	4.1100	1.1100	19.5600	27.5500
5	1	2	0	1	0	0	0	7	1	1	54.0	2000.10	12.50	75.00	91.0	4.0000	5.6000	5.2000	2.2000	23.0500	92.3700
6	0	2	0	0	0	0	0	7	1	0	54.0	2000.01	12.36	90.00	93.0	6.0893	5.6466	5.0218	1.0192	23.8100	73.4200
7	0	2	0	0	0	0	0	7	1	1	63.0	2000.12	12.30	100.00	88.0	5.7690	5.6733	6.5000	2.5000	28.3000	95.5300
8	1	0	0	1	1	2	2	8	2	1	62.0	2000.00	12.00	50.00	107.0	7.7000	7.6000	4.0600	1.1500	27.1800	78.8800
9	1	0	0	0	1	2	2	4	0	1	59.0	2002.00	10.00	110.00	97.0	8.7205	8.0000	7.7400	3.9100	25.2400	70.2100

	Gender	Education	Work	Cardiac_Arrest_Admission	Non_Cardiac_Condition	Hypertension	Dyslipidemia	DM	DM_Type	DM_Treatment	Smoking_History	Lipid_24_Collected	Age	Year_DM_Diagnosed	DM_Duration	Heart_Rate	Waist	Fasting_Blood_Glucose_Value_SI_Units	HbA1C_Admission_Value	Cholesterol_Value_SI_Units	Triglycerides_Value_SI_Units	BMI	Creatinine_Clearance
4046	1	0	0	0	0	1	1	2	2	1	1	1	74.0	1987.00	25.00	88.0	99.9	10.8000	8.3000	5.1400	1.100	28.41	56.50
4047	1	4	1	0	0	1	0	0	0	7	0	0	76.0	2000.24	12.36	140.0	70.0	4.8259	5.6216	5.3467	1.812	25.71	34.66
4048	1	5	2	0	1	1	1	2	2	8	1	1	61.0	1993.00	20.00	87.0	90.0	4.2000	7.4000	5.1000	2.500	29.76	50.65
4049	0	2	0	0	0	1	0	2	2	3	1	0	56.0	2004.00	8.00	62.0	115.0	7.2000	8.1000	7.4400	2.320	33.12	109.82
4050	1	0	1	0	0	1	1	2	2	8	2	1	41.0	2006.00	7.00	106.0	79.0	8.8193	9.6319	5.9000	1.900	27.97	88.77
4051	1	2	0	0	0	1	1	2	2	5	1	1	75.0	2001.00	11.00	98.0	92.0	7.5000	8.8000	4.6700	2.220	23.51	45.28
4052	1	0	0	2	0	0	1	2	2	8	0	1	56.0	1996.00	15.00	120.0	93.0	7.9000	11.6000	6.6600	1.530	29.39	83.77
4053	1	4	0	0	0	0	0	2	2	8	0	1	55.0	2006.00	7.00	109.0	72.0	9.2000	11.6000	3.9500	0.800	22.84	89.61
4054	1	2	0	0	0	1	0	0	0	7	1	1	77.0	2000.08	12.35	100.0	85.0	5.4368	5.3685	6.7100	0.650	22.04	31.00
4055	1	2	0	0	0	1	1	2	2	9	0	1	73.0	1987.00	25.00	100.0	117.0	9.0144	8.8259	4.1000	1.770	29.01	67.36

Overview

Variables

Interactions

Correlations

Missing values

Sample